{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chloropleth for SICRU model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.pyplot as plt\n",
    "import shapely.geometry as sgeom\n",
    "\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.io.shapereader as shpreader\n",
    "import cartopy\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### get table "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "tbpath = \"../../fits/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(tbpath + \"fit_table_reweighted.csv\") #get rois in all tables (some may have failed)\n",
    "rois = list(df.roi.unique())\n",
    "rois = list(set(rois))\n",
    "\n",
    "roi_us = np.sort([i for i in rois if i[:2]=='US'])[::-1]\n",
    "roi_other = np.sort([i for i in rois if i[:2]!='US'])[::-1]\n",
    "rois = list(roi_us) + list(roi_other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "statehash = {\n",
    "        'AK': 'Alaska',\n",
    "        'AL': 'Alabama',\n",
    "        'AR': 'Arkansas',\n",
    "        'AS': 'American Samoa',\n",
    "        'AZ': 'Arizona',\n",
    "        'CA': 'California',\n",
    "        'CO': 'Colorado',\n",
    "        'CT': 'Connecticut',\n",
    "        'DC': 'District of Columbia',\n",
    "        'DE': 'Delaware',\n",
    "        'FL': 'Florida',\n",
    "        'GA': 'Georgia',\n",
    "        'GU': 'Guam',\n",
    "        'HI': 'Hawaii',\n",
    "        'IA': 'Iowa',\n",
    "        'ID': 'Idaho',\n",
    "        'IL': 'Illinois',\n",
    "        'IN': 'Indiana',\n",
    "        'KS': 'Kansas',\n",
    "        'KY': 'Kentucky',\n",
    "        'LA': 'Louisiana',\n",
    "        'MA': 'Massachusetts',\n",
    "        'MD': 'Maryland',\n",
    "        'ME': 'Maine',\n",
    "        'MI': 'Michigan',\n",
    "        'MN': 'Minnesota',\n",
    "        'MO': 'Missouri',\n",
    "        'MP': 'Northern Mariana Islands',\n",
    "        'MS': 'Mississippi',\n",
    "        'MT': 'Montana',\n",
    "        'NA': 'National',\n",
    "        'NC': 'North Carolina',\n",
    "        'ND': 'North Dakota',\n",
    "        'NE': 'Nebraska',\n",
    "        'NH': 'New Hampshire',\n",
    "        'NJ': 'New Jersey',\n",
    "        'NM': 'New Mexico',\n",
    "        'NV': 'Nevada',\n",
    "        'NY': 'New York',\n",
    "        'OH': 'Ohio',\n",
    "        'OK': 'Oklahoma',\n",
    "        'OR': 'Oregon',\n",
    "        'PA': 'Pennsylvania',\n",
    "        'PR': 'Puerto Rico',\n",
    "        'RI': 'Rhode Island',\n",
    "        'SC': 'South Carolina',\n",
    "        'SD': 'South Dakota',\n",
    "        'TN': 'Tennessee',\n",
    "        'TX': 'Texas',\n",
    "        'UT': 'Utah',\n",
    "        'VA': 'Virginia',\n",
    "        'VI': 'Virgin Islands',\n",
    "        'VT': 'Vermont',\n",
    "        'WA': 'Washington',\n",
    "        'WI': 'Wisconsin',\n",
    "        'WV': 'West Virginia',\n",
    "        'WY': 'Wyoming'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "theta = 'R0'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'R0')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "cmap = matplotlib.cm.get_cmap('Reds')\n",
    "\n",
    "maptype = ccrs.PlateCarree()\n",
    "\n",
    "shpfilename = shpreader.natural_earth(resolution='110m',\n",
    "                                      category='cultural',\n",
    "                                      name='admin_1_states_provinces_lakes_shp')\n",
    "\n",
    "reader = shpreader.Reader(shpfilename)\n",
    "states = reader.records()\n",
    "# state = next(states)\n",
    "# print(state.attributes.keys())\n",
    "\n",
    "f,ax = plt.subplots(1,2,figsize=(10,30))\n",
    "ax = plt.axes(projection=maptype)\n",
    "# ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.STATES, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.5)\n",
    "ax.add_feature(cartopy.feature.RIVERS)\n",
    "ax.set_extent([-125, -66.5, 20, 50], ccrs.Geodetic())\n",
    "# print(dir(cartopy.feature))\n",
    "for state in states:\n",
    "    st = (state.attributes['name_alt']).split(\"|\")[0]\n",
    "    roi = 'US_'+st\n",
    "    try:\n",
    "        c = 0.1*df.loc[(df.roi==roi)&(df['quantile']=='0.5'), theta].values[0]\n",
    "#         print(c)\n",
    "        if state.geometry.type == 'Polygon':\n",
    "            state_geo = [state.geometry]\n",
    "        else:\n",
    "            state_geo = state.geometry\n",
    "        ax.add_geometries(state_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "ax.set_title('R0')       \n",
    "# ## https://stackoverflow.com/questions/8342549/matplotlib-add-colorbar-to-a-sequence-of-line-plots/11558629#11558629        \n",
    "# sm = plt.cm.ScalarMappable(cmap=cmap)#, norm=plt.Normalize(vmin=0, vmax=1))\n",
    "# from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "# divider = make_axes_locatable(ax)\n",
    "# # cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
    "# print(divider)\n",
    "# # plt.colorbar(sm,cax=cax)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(1,1,figsize=(5,5))\n",
    "ax = plt.axes(projection=maptype)\n",
    "ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.STATES, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.95)\n",
    "ax.add_feature(cartopy.feature.RIVERS)\n",
    "ax.set_extent([1.4*-125, 1.9*-66.5, 0.9*20, 1.5*50], ccrs.Geodetic())\n",
    "# print(dir(cartopy.feature))\n",
    "states = reader.records()\n",
    "for state in states:\n",
    "    st = (state.attributes['name_alt']).split(\"|\")[0]\n",
    "    roi = 'US_'+st\n",
    "    try:\n",
    "        c = 0.05*df.loc[(df.roi==roi)&(df['quantile']=='0.975'), theta].values[0]\n",
    "#         print(c)\n",
    "        if state.geometry.type == 'Polygon':\n",
    "            state_geo = [state.geometry]\n",
    "        else:\n",
    "            state_geo = state.geometry\n",
    "        ax.add_geometries(state_geo, maptype, facecolor=cmap(c))\n",
    "    except:\n",
    "        print()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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